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Texture segmentation using ant tree clustering
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Channa, A., Rajpoot, Nasir M. (Nasir Mahmood) and Rajpoot, Kashif (2006) Texture segmentation using ant tree clustering. In: IEEE International Conference on Engineering of Intelligent Systems (ICEIS 2006), Islamabad, Pakistan, 14-15 Jan 2006. Published in: 2006 IEEE International Conference on Engineering of Intelligent Systems pp. 1-6. ISBN 1424404568.
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Official URL: http://dx.doi.org/10.1109/ICEIS.2006.1703192
Abstract
Motivated by the self-assembling behavior of real ants, we present a novel algorithm for texture segmentation which is based on ant tree clustering of wavelet features. In a pattern recognition setting, wavelet features are extracted using either of the two subband filtering methods: discrete wavelet transform (DWT) or discrete wavelet packet transform (DWPT). The feature classification process is inspired by the self-assembling behavior observed in real ants where ants progressively become attached to an existing support and then successively to other attached ants thus building trees based on the similarity of feature vectors. The results thus obtained compare favorably to those of other recently published filtering based texture segmentation algorithms.
Item Type: | Conference Item (Paper) | ||||
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Subjects: | Q Science > QA Mathematics > QA76 Electronic computers. Computer science. Computer software | ||||
Divisions: | Faculty of Science, Engineering and Medicine > Science > Computer Science | ||||
Journal or Publication Title: | 2006 IEEE International Conference on Engineering of Intelligent Systems | ||||
Publisher: | IEEE | ||||
ISBN: | 1424404568 | ||||
Official Date: | 2006 | ||||
Dates: |
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Page Range: | pp. 1-6 | ||||
Status: | Peer Reviewed | ||||
Publication Status: | Published | ||||
Access rights to Published version: | Restricted or Subscription Access | ||||
Date of first compliant deposit: | 27 December 2015 | ||||
Conference Paper Type: | Paper | ||||
Title of Event: | IEEE International Conference on Engineering of Intelligent Systems (ICEIS 2006) | ||||
Type of Event: | Conference | ||||
Location of Event: | Islamabad, Pakistan | ||||
Date(s) of Event: | 14-15 Jan 2006 |
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